Clinical and bacterial determinants of unfavorable tuberculosis treatment outcomes: an observational study in Georgia
Goig, G. A.; Loiseau, C.; Maghradze, N.; Mchedlishvili, K.; Avaliani, T.; Tsutsunava, A.; Brites, D.; Kalkan, S.; Borrell, S.; Aspindzelashvili, R.; Avaliani, Z.; Kipiani, M.; Jugheli, L.; Tukvadze, N.; Gagneux, S.
Show abstract
Tuberculosis (TB) remains a major public health concern. Improving TB control programmes and treatment success rates requires a deeper understanding of the factors that determine disease presentation and patient treatment outcomes. While the demographic and clinical factors influencing treatment outcomes are well documented, the role of bacterial genetics remains limited. In this study, we analyzed the Mycobacterium tuberculosis complex (MTBC) genomes and the associated clinical data from 4,536 TB patients in the country of Georgia covering a period of 13 years. Multivariable modelling confirmed the role of known demographic and clinical factors such as sex, age, body mass index (BMI) and comorbidities in determining treatment outcomes, as well as the efficacy of novel TB treatments containing bedaquiline. In addition, we found that some bacterial variables, including the MTBC lineage, the specific mutations conferring resistance to rifampicin and fluoroquinolones, as well as a high bacterial burden were associated with unfavorable outcomes. GWAS analyses revealed no genetic mutations in the bacteria other than known drug resistance-conferring mutations to be associated with treatment outcomes. However, we found that mutations in the bacterial gene sufD were linked to cavitary disease. Additionally, we observed that mutations in sufD, mutations conferring resistance to rifampicin and fitness compensatory mutations were associated with the bacterial burden within patients. We conclude that both patient and bacterial factors determine disease presentation and clinical outcomes in TB.
Matching journals
The top 11 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Genome graphs reveal the importance of structural variation in Mycobacterium tuberculosis evolution and drug resistance 94%
- Rapid evolution drives the rise and fall of carbapenem resistance during an acute Pseudomonas aeruginosa infection 93%
- Increased power from bacterial genome-wide association conditional on known effects identifies Neisseria gonorrhoeae macrolide resistance mutations in the 50S ribosomal protein L4 92%
Similar papers in this journal
- Borderline rpoB mutations transmit at the same rate as common rpoB mutations in a tuberculosis cohort in Bangladesh 96%
- Unravelling the population structure and transmission patterns of Mycobacterium tuberculosis in Mozambique, a high TB/HIV burden country 94%
- Evolution and emergence of multidrug-resistant Mycobacterium tuberculosis in Chisinau, Moldova 94%
Similar papers in this journal
- The monocyte-to-lymphocyte ratio: defining a normal range, sex-specific differences in the tuberculosis disease spectrum and diagnostic indices 93%
- A Bayesian approach to estimate the probability of resistance to bedaquiline in the presence of a genomic variant 93%
- Treatment for radiographically active, sputum culture-negative pulmonary tuberculosis: a systematic review and meta-analysis 92%
Similar papers in this journal
- Longitudinal analysis within one hospital in sub-Saharan Africa over 20 years reveals repeated replacements of dominant clones of Klebsiella pneumoniae and stresses the importance to include temporal patterns for vaccine design considerations 92%
- Typhi Mykrobe: fast and accurate lineage identification and antimicrobial resistance genotyping directly from sequence reads for the typhoid fever agent Salmonella Typhi 92%
- Common variants at 22q12.2 are associated with susceptibility to Tuberculosis 91%
Similar papers in this journal
- Ex vivo susceptibility to antimalarial drugs and polymorphisms in drug resistance genes of African Plasmodium falciparum , 2016-2023: a genotype-phenotype association study 92%
- Immune profiling of Mycobacterium tuberculosis -specific T cells in recent and remote infection 92%
- Diagnostic accuracy of swab-based molecular tests for tuberculosis using novel near point-of-care platforms: A multi-country evaluation 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.